{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import gym\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import sys\n",
    "\n",
    "from collections import defaultdict\n",
    "from envs.blackjack import BlackjackEnv\n",
    "import plotting\n",
    "\n",
    "matplotlib.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = BlackjackEnv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_epsilon_greedy_policy(Q, epsilon, nA):\n",
    "    \"\"\"\n",
    "    给定一个Q函数和epsilon，构建一个ε-贪婪的策略\n",
    "    \n",
    "    参数:\n",
    "        Q: 一个dictionary其key-value是state -> action-values.\n",
    "            key是状态s，value是一个长为nA(Action个数)的numpy数组，表示采取行为a的概率。\n",
    "        epsilon:  float \n",
    "        nA: action的个数\n",
    "    \n",
    "    返回值:\n",
    "        返回一个 函数，这个函数的输入是一个状态/观察(observation)，输出是一个长度为nA的numpy数组，表示采取不同Action的概率\n",
    "\n",
    "    \"\"\"\n",
    "    def policy_fn(observation):\n",
    "        A = np.ones(nA, dtype=float) * epsilon / nA\n",
    "        best_action = np.argmax(Q[observation])\n",
    "        A[best_action] += (1.0 - epsilon)\n",
    "        return A\n",
    "    return policy_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mc_control_epsilon_greedy(env, num_episodes, discount_factor=1.0, epsilon=0.1):\n",
    "    \"\"\"\n",
    "    使用Epsilon-贪婪策略的蒙特卡罗控制，用了找到最优的epsilon-greedy策略\n",
    "    \n",
    "    参数:\n",
    "        env: OpenAI gym environment\n",
    "        num_episodes: 采样的episode个数\n",
    "        discount_factor: 打折因子\n",
    "        epsilon: Float\n",
    "    \n",
    "    返回:\n",
    "        一个tuple(Q, policy).\n",
    "        Q函数 state -> action values。key是状态，value是长为nA的numpy数组，表示Q(s,a)\n",
    "        policy 最优的策略函数，输入是状态，输出是nA长的numpy数组，表示采取不同action的概率\n",
    "    \"\"\"\n",
    "    \n",
    "    # 记录每个状态的回报累加值和次数\n",
    "    returns_sum = defaultdict(float)\n",
    "    returns_count = defaultdict(float)\n",
    "    \n",
    "    # Q函数state -> (action -> action-value)。key是状态s，value又是一个dict，其key是a，value是Q(s,a)\n",
    "    Q = defaultdict(lambda: np.zeros(env.action_space.n))\n",
    "    \n",
    "    # epsilon-贪婪的策略\n",
    "    policy = make_epsilon_greedy_policy(Q, epsilon, env.action_space.n)\n",
    "    \n",
    "    for i_episode in range(1, num_episodes + 1):\n",
    "        if i_episode % 1000 == 0:\n",
    "            print(\"\\rEpisode {}/{}.\".format(i_episode, num_episodes), end=\"\")\n",
    "            sys.stdout.flush()\n",
    "\n",
    "        # 生成一个episode。\n",
    "        # 一个episode是一个数组，每个元素是一个三元组(state, action, reward)\n",
    "        episode = []\n",
    "        state = env.reset()\n",
    "        for t in range(100):\n",
    "            probs = policy(state)\n",
    "            action = np.random.choice(np.arange(len(probs)), p=probs)\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            episode.append((state, action, reward))\n",
    "            if done:\n",
    "                break\n",
    "            state = next_state\n",
    "\n",
    "        # 找到episode里出现的所有(s,a)对epsilon。把它变成tuple以便作为dict的key。\n",
    "        sa_in_episode = set([(tuple(x[0]), x[1]) for x in episode])\n",
    "        for state, action in sa_in_episode:\n",
    "            sa_pair = (state, action)\n",
    "            # 找到(s,a)第一次出现的下标\n",
    "            first_occurence_idx = next(i for i,x in enumerate(episode)\n",
    "                                       if x[0] == state and x[1] == action)\n",
    "            # 计算(s,a)的回报\n",
    "            G = sum([x[2]*(discount_factor**i) for i,x in enumerate(episode[first_occurence_idx:])])\n",
    "            # 累计计数\n",
    "            returns_sum[sa_pair] += G\n",
    "            returns_count[sa_pair] += 1.0\n",
    "            Q[state][action] = returns_sum[sa_pair] / returns_count[sa_pair]\n",
    "        \n",
    "        # 策略已经通过Q“隐式”的提高了！\n",
    "    \n",
    "    return Q, policy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 500000/500000."
     ]
    }
   ],
   "source": [
    "Q, policy = mc_control_epsilon_greedy(env, num_episodes=500000, epsilon=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "V = defaultdict(float)\n",
    "for state, actions in Q.items():\n",
    "    action_value = np.max(actions)\n",
    "    V[state] = action_value\n",
    "plotting.plot_value_function(V, title=\"Optimal Value Function\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py3.6-env",
   "language": "python",
   "name": "py3.6-env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
